AI engineering company

Engineering intelligent operations.

Argbit designs and builds production-grade AI systems that automate complex workflows, augment teams and integrate intelligence into the way organisations operate.

From AI strategy and agentic systems to enterprise integration and governance, we turn AI opportunities into dependable production systems.

System architectureEvents flowing
events / people
Operations team
Event streamkafka
orchestration
Orchestratordeterministic
specialist agents
Document agent
Reconciliation agent
Servicing agent
systems of record
Core platform
Warehouse
Internal APIs
control plane
Evaluation
Observability
Human oversight
Reference architectureAgents operating inside an existing enterprise architecture.
Beyond the prototype

Building an AI demo is easy. Building an AI system your business can depend on is harder.

Production AI introduces problems that prototypes rarely expose.

Reliability · Security · Evaluation · Integration · Observability · Governance · Human oversight · Cost · Scale

Argbit brings AI engineering together with enterprise software architecture to solve the complete problem.

Engineer

Production-grade AI applications and agentic systems.

Integrate

Connect AI safely with enterprise data, APIs and existing platforms.

Operate

Build observability, evaluation and operational controls into the system.

Govern

Design appropriate security, permissions, auditability and human oversight.

From opportunity to operation

A practical path from AI idea to production.

01

Discover

Understand the operation, workflow and business problem.

02

Design

Define the AI architecture, integration model and operating boundaries.

03

Validate

Build targeted prototypes and evaluate technical and economic feasibility.

04

Engineer

Build the production system with appropriate security, testing and observability.

05

Operate

Deploy, measure and continuously improve the system.

AI engineering requires more than AI.

Argbit brings these disciplines together into one engineering capability.

Artificial intelligence

LLMs, reasoning models, RAG, embeddings, multimodal AI.

Agents

Tool use, planning, orchestration, memory and multi-agent systems.

Software engineering

APIs, distributed systems, event-driven architecture and platform engineering.

Enterprise integration

Legacy platforms, databases, SaaS applications and internal services.

Cloud

Scalable infrastructure, deployment, security and observability.

Governance

Evaluation, permissions, auditability, safety and human oversight.

Where complexity matters

Built for organisations where getting AI right matters.

Financial services

Intelligent operations, knowledge automation, customer servicing, compliance workflows and decision support.

Insurance

Claims workflows, underwriting assistance, document intelligence and operational automation.

Enterprise technology

AI-powered products, developer tooling, internal copilots and intelligent platforms.

Professional services

Research, knowledge management, document workflows and AI-assisted delivery.

Complex operations

Intelligent automation across operational environments involving multiple systems, teams and decision points.

See how we work by industry
Open engineering

We believe credibility should be inspectable.

We publish tools, reference architectures and engineering research that help teams build more dependable AI systems.

Our open-source work explores the practical challenges behind production AI — orchestration, evaluation, observability, security and integration.

argbit/agent-runtime

A lightweight runtime for building observable, tool-using AI agents with explicit boundaries.

TypeScriptIn development
argbit/eval

A testing and evaluation toolkit for agentic workflows, run in CI alongside application tests.

PythonIn development
argbit/mcp-gateway

An enterprise-oriented gateway for managing MCP tools, permissions and observability.

GoIn development
Projects are published from Argbit Labs as they reach a usable state.

Have a difficult problem that AI might solve?

Tell us about the workflow, system or opportunity you're exploring. We'll help determine whether AI belongs there — and what it would take to build it properly.

Start a conversationNo AI theatre. Just engineering.